Exoplanet Detection ML ML Frameworks

Tools and models for detecting, classifying, and characterizing exoplanets from telescope light curve data (Kepler/TESS) using machine learning. Does NOT include general astronomy tools, stellar spectroscopy analysis, or habitability/life probability calculators without exoplanet detection components.

There are 22 exoplanet detection ml frameworks tracked. The highest-rated is EhsanGharibNezhad/TelescopeML at 46/100 with 14 stars and 38 monthly downloads.

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#	Framework	Score	Tier	Stars	Language
1	EhsanGharibNezhad/TelescopeML Deep Convolutional Neural Networks and Machine Learning Models for Analyzing...	46	Emerging	14	Python
2	afnx/lifefinder Exoplanet Life Probability Calculator	44	Emerging	14	Python
3	nasa/ExoMiner Automating the vetting and validation of planet candidates from photometry...	37	Emerging	62	Python
4	philippbaumeister/ExoMDN Rapid characterization of exoplanet interiors with Mixture Density Networks	30	Emerging	11	Jupyter Notebook
5	Pr0-C0der/Exoplanet-Detection-using-CNN The project aims to leverage machine learning techniques to analyse the flux...	29	Experimental	14	Jupyter Notebook
6	007grp/tess-planet-classification Multiclass ML pipeline for classifying NASA TESS exoplanet candidates from...	24	Experimental	2	Jupyter Notebook
7	Shengboj0324/astrobio_gen A comprehensive platform & ML model for astrobiology research that...	23	Experimental	1	Python
8	nskamaleshmani/exoseeker 🌌 Discover and analyze exoplanets with ExoSeeker, a tool designed for...	22	Experimental	—	Python
9	Atharva12081/PLANAR PLANAR: bias-aware unsupervised morphology discovery for protoplanetary disk...	22	Experimental	—	Jupyter Notebook
10	babershahzad/Exoplanet-Detection-using-Deep-Learning 🔭 Analyze NASA Kepler data using deep learning to detect exoplanets,...	22	Experimental	—	Jupyter Notebook
11	KariithiAndre/exoplanet-spectrum-recovery-ml 🔭 Analyze exoplanet atmospheres using deep learning tools to recover and...	22	Experimental	—	Python
12	ByteBard58/Exoplanet_Classifier The project developed by team Ontohin 4b for NASA Space Apps Challenge 2025....	22	Experimental	3	Jupyter Notebook
13	gurukasi-2006/ExoCNN An AI-powered Hybrid Model for exoplanet detection and analysis ( NASA SAC...	18	Experimental	4	Python
14	myrmlbst/NASA-AI-Challenge Source code for Ad Astra's exoplanet-detecting machine learning model...	17	Experimental	—	JavaScript
15	QuantumDrizzy/kepler-exoplanet-analysis Classification analysis of 9,564 NASA Kepler Objects of Interest — confirmed...	14	Experimental	—	Jupyter Notebook
16	abhishek-x/exoplanet-detection-keplar-telescope-data Predicting potential exoplanets in star systems using light intensity curves...	13	Experimental	8	Jupyter Notebook
17	jose-solorzano/sim-transit-lc Maps a light curve to a transit shape.	12	Experimental	4	Java
18	codebygarrysingh/astro-worm Development and training of advanced machine learning neural models designed...	11	Experimental	2	—
19	NITHISH-2006/ExoplanetAI-V1 ML system for exoplanet detection from Kepler/TESS data — Streamlit + scikit-learn	11	Experimental	—	Python
20	exoplanet-spaceapps/model NASA Kepler Exoplanet Detection using ML: GP denoising, TLS search, CNN...	11	Experimental	—	Python
21	gospacedev/exoseeker A machine learning exoplanet transit data analysis web interface	11	Experimental	—	Python
22	sexfrance/Nasa-Exoplanet A modern, interactive web application for analyzing Kepler telescope data...	10	Experimental	3	TypeScript